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I have several ongoing initiatives that each require their own AI agent—some conversational, others focused on data extraction or decision support. I need someone who can take an idea, choose an appropriate framework (for example, Python with LangChain or Rasa for chat, TensorFlow or PyTorch for analysis-heavy tasks), and turn that into a production-ready microservice or packaged module. Typical flow • Review the project brief with me and translate objectives into agent capabilities • Propose the tech stack and model choice, clearly explaining trade-offs • Build, test, and fine-tune the agent, then expose it through a clean API or SDK • Hand over clear documentation and lightweight maintenance scripts (Docker or similar) Because each project differs, modular architecture and well-commented code are essential so I can extend or swap components later. Quality is measured by unit tests that hit at least 85 % coverage, latency below 500 ms for inference on standard cloud hardware, and reproducible results via a provided [login to view URL] or [login to view URL] file. If this sounds like your wheelhouse, let’s discuss the first agent and establish a repeatable pattern for the rest.
Project ID: 40698793
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224 freelancers are bidding on average £160 GBP for this job

⭐⭐⭐⭐⭐ Create AI Agents for Data Extraction and Decision Support ❇️ Hi My Friend, I hope you're doing well. I just reviewed your project requirements and see you are looking for an AI agent developer. You have no need to look any further; Zohaib is here to help you! My team has successfully completed 50+ similar projects for AI agents. I will take your ideas, select the best framework, and create production-ready microservices tailored to your needs. ➡️ Why Me? I can easily create your AI agents as I have 5 years of experience in developing conversational and data extraction agents. My expertise includes Python, LangChain, TensorFlow, and API development. I also have a strong grip on modular architecture and clean coding practices, ensuring your project is efficient and easy to maintain. ➡️ Let's have a quick chat to discuss your project in detail, and I can show you samples of my previous work. Looking forward to discussing this with you! ➡️ Skills & Experience: ✅ Python Development ✅ LangChain Framework ✅ Rasa for Chatbots ✅ TensorFlow ✅ PyTorch ✅ API Development ✅ Microservice Architecture ✅ Unit Testing ✅ Docker ✅ Data Extraction ✅ Decision Support Systems ✅ Documentation Writing Waiting for your response! Best Regards, Zohaib
£150 GBP in 2 days
8.0
8.0

Hello, I understand you need more than just an AI developer — you need someone who can turn ideas into reliable, production-ready AI agents that create real business value. I can help you design, build, and deploy custom AI solutions for conversational workflows, data extraction, and intelligent decision support. I have experience with Python, LangChain, AI agents, machine learning workflows, API development, and deploying scalable AI applications. I can help select the right architecture, choose suitable models and frameworks, and build modular solutions that are easy to maintain and extend. My approach focuses on creating practical AI systems with clean code, proper testing, and real-world performance. I can develop agent workflows, integrate APIs, optimize prompts and models, add documentation, and provide deployment support with tools such as Docker or cloud-based environments. I understand the importance of reliability, speed, and flexibility for AI products. I will ensure the solution is well-structured, documented, and built in a way that allows you to improve or replace components as your requirements evolve. I would be happy to discuss your first AI agent project and establish a repeatable development pattern for your future initiatives. I am ready to help you turn your AI ideas into production-ready solutions.
£30 GBP in 1 day
7.1
7.1

Hi, I can establish a reusable production pattern for your AI agents, then adapt it to conversational, extraction, and decision-support use cases. My approach uses modular Python services with FastAPI, typed schemas, provider-independent model adapters, versioned prompts, structured outputs, and interchangeable retrieval or tool components. Depending on the use case, I can work with LangChain/LangGraph, Rasa, PyTorch, or direct model APIs without unnecessary framework overhead. Each agent will include Docker packaging, configuration management, observability, retries, evaluation datasets, security controls, and unit/integration tests targeting at least 85% coverage. Reproducibility will be handled through pinned dependencies and documented deployment commands. The 500 ms latency target will be benchmarked against an agreed model, input size, hardware, concurrency, and whether external APIs are involved. Caching, batching, smaller specialised models, and asynchronous workflows can be applied where appropriate. Three technical questions: 1. What should the first agent do, and how will output quality be measured? 2. Must models run locally, in your cloud account, or through external APIs? 3. What traffic, data-sensitivity, and integration requirements should the architecture support? Best regards, Houssame
£135 GBP in 7 days
6.8
6.8

Hi there, I understand you’re looking for an engineer who can turn different AI agent concepts into production-ready, modular services, while establishing a repeatable architecture that can be reused across future initiatives. I’m confident I can handle that full lifecycle, from agent design and model selection through API deployment, testing, and handover. My approach is to first translate each project objective into clear agent capabilities, inputs, outputs, tools, and evaluation criteria. I’ll then select the architecture and model based on the workload rather than forcing every project into the same framework. For conversational agents, that may involve structured LLM workflows or LangChain/Rasa-style orchestration; for extraction and decision-support workloads, I’ll evaluate appropriate models, retrieval, structured outputs, and Python-based processing. The implementation will use modular components with clear interfaces so models, prompts, tools, or providers can be replaced without restructuring the entire service. I’ll expose the agent through a clean API/SDK, containerize it where appropriate, add validation, error handling, logging and automated tests, and benchmark inference latency before handover. For the first agent, is the priority conversational interaction, data extraction, or decision support, and do you already have a preferred model/provider? I’m ready to start immediately. Warm Regards, Aneesa.
£100 GBP in 1 day
6.5
6.5

Hi, I am Adeel. I built the AI engine behind Boostifai, a SaaS that runs Python based AI workflows against live sites, so wiring an LLM into a clean API with proper tests is familiar ground. For a first agent I would start with LangChain on Python, keep the logic in a modular service so you can swap models or add agents later, and ship it with unit tests, a requirements file and a Dockerfile. Happy to scope the very first agent against your brief before anything else gets built. Which use case do you want to start with, the conversational one or the data extraction one?
£200 GBP in 10 days
6.3
6.3

Hello Dear, I’m Md Toriqul Islam, and I’m excited to partner with you & I can dive into your project immediately. I’m an experienced AI/full-stack developer with 10+ years of development experience. I understand you need production-ready AI agents designed as modular microservices, with appropriate frameworks, models, APIs, testing, and documentation. I have rich experience in Python, LangChain, OpenAI APIs, RAG, REST APIs, vector databases, AI automation, and Docker. I am skilled in agent architecture, model selection, prompt engineering, data extraction, decision support, performance optimization, and automated testing. I can establish a reusable architecture with 85%+ test coverage, reproducible environments, clear documentation, and maintainable components. Looking forward to discussing the first agent. Best regards, Md Toriqul Islam
£75 GBP in 3 days
6.4
6.4

Hi, This project requires building diverse AI agents into modular, production-ready microservices with clean APIs, which aligns well with my experience designing scalable AI orchestration pipelines and FastAPI backends. The main engineering challenge is balancing modularity with performance and maintainability across multiple agent types. I typically design systems that separate ingestion, processing, and API layers, enabling clear extension and component swapping. My work on the TikTok AI Livestream Setup involved integrating real-time AI-driven interactions with low latency, while the AI-Driven Marketing Suite project required modular AI components with robust testing and documentation. I recommend establishing a repeatable architecture pattern early that supports unit testing at scale and environment reproducibility. Ensuring consistent evaluation and latency monitoring will be key for maintaining production reliability. I approach systems by providing clear documentation and lightweight deployment scripts to facilitate ongoing maintenance and iteration. Thanks, Hercules
£135 GBP in 7 days
6.4
6.4

Hi, I'm Denis, a full-stack developer experienced in building AI agents and microservices. I understand your need: a repeatable, modular architecture where agents deploy independently without system complexity. The core challenge isn't just building agents—it's establishing consistent architecture that lets you swap models, adjust prompts, and add capabilities without rewriting the system. You need modularity by design from day one. I'd start with a detailed review of your first agent's requirements, then propose a tech stack for that use case. For conversational agents, LangChain with solid prompt management works well. For analysis-heavy tasks, I'd evaluate whether fine-tuned models or larger base models with better retrieval are more cost-effective. Each choice has real trade-offs in latency, accuracy, and maintenance. The build phase focuses on clean separation between agent logic, model interaction, and API layer. This lets you swap LLM providers or adjust strategies later without touching core business logic. I'd wrap everything in Docker, include comprehensive unit tests for your 85% coverage requirement, and document the inference pipeline for predictable latency. The trickiest part is ensuring reproducibility across deployments and managing dependencies consistently. I'd set up environment files and versioning from the start so agents behave identically in staging and production. I'm ready to start immediately. Let's discuss the details. Thanks, Denis.
£66 GBP in 3 days
6.1
6.1

Hi, I can turn each brief into a production-ready AI agent or microservice. I’ll first define the agent’s capabilities, data flow, and evaluation criteria, then select the right stack—such as Python/FastAPI with LangChain or Rasa for conversational agents, and PyTorch or TensorFlow for analysis-heavy workflows. You’ll receive modular, well-commented code, a clean API/SDK, Docker setup, tests targeting 85%+ coverage, reproducible dependencies, logging, and maintenance documentation. I’ll also optimize inference and measure latency against your 500 ms target. Please share the first project brief, expected inputs/outputs, deployment environment, and any preferred models or data sources. Regards, Bilal
£135 GBP in 7 days
5.8
5.8

Hi, I can design and deliver modular AI agents for chat, extraction and decision support, using the right stack for each case: LangChain or Rasa for conversational flows, TensorFlow/PyTorch for analysis-heavy tasks. I translate your brief into clear agent capabilities, build and fine‑tune the model, then package it as a clean microservice with API/SDK, Docker setup, reproducible environments and unit tests reaching 85% coverage. Latency targets (<500 ms) and maintainability guide the architecture so you can extend or swap components easily. Ready to start with your first agent. Best regards, Juan Pablo
£170 GBP in 3 days
5.5
5.5

Hi Mohamed, I will deliver a production‑ready AI agent microservice matching your brief—API/SDK, Docker, unit tests ≥85% coverage, <500 ms latency, and reproducible env files. I’ll provide a stack proposal and initial prototype within three days. Ready to start now; any priority use case? Waiting for your response in chat! Best Regards.
£135 GBP in 3 days
5.4
5.4

✋ Hi, the main challenge is avoiding one oversized “agent framework” for very different use cases. Conversational agents, extraction workflows, and decision-support systems need different model, state, evaluation, and latency choices. I’d define a common service pattern first—API contract, config, logging, tests, Docker, and model/provider abstraction—then implement each agent with only the components it actually needs. I’d also benchmark latency and accuracy against a fixed evaluation set before packaging each module. What does the first agent need to do, and what inputs/outputs should its API accept?
£220 GBP in 8 days
5.4
5.4

I specialize in building production-grade, low-latency AI agents and RAG systems as modular microservices, routinely selecting and integrating the right stack (LangChain, custom Python agents, PyTorch/TensorFlow where needed) and delivering fully containerized solutions with Docker/Docker Compose, clean APIs, and high test coverage. I turn briefs into reliable, extensible agents that meet strict latency (<500 ms) and reproducibility targets, complete with well-commented code, unit tests, and handover documentation so you can easily extend or swap components later. Let’s discuss your first agent and lock in a repeatable pattern that scales cleanly across the rest of your initiatives.
£135 GBP in 7 days
5.4
5.4

Hello, Being a well-established web development company with over a decade of industry experience, WellSpring Infotech brings more to the table than just coding skills. Our team understands that great technical systems are built on clear and concise communication with clients, which is why we make it a priority to fully review and understand your project briefs. This ensures that we effectively translate your objectives into agent capabilities, choose the most suitable tech stack and model choices, and deliver the production-ready microservices or modules you need for different AI initiatives. In the AI domain particularly, modularity and customization are crucial. Our proficiency in Java allows us to architect modular systems that are easily extendable and scalable so you can effortlessly add or replace components as needed. Over our years in the industry, we've honed our expertise not just in programming, but also in factors like latency management, rigorous testing for maximum coverage, and maintaining easily reproducible codebases. Let's discuss your first agent now, so we can establish a repeatable pattern for a successful multi-project journey going forward! Thank you
£220 GBP in 8 days
5.4
5.4

Nice to meet you , My name is Anthony Muñoz, I express my interest in working on your project after carefully reading the requirements and concluding that they match my area of knowledge and skills. I am currently the lead engineer for the IT agency DSPro and I have more than 10 years of experience in the field. I have successfully completed a large number of similar jobs and I consider your project to be a challenge in which I would like to work and be able to make it a reality. Please feel free to contact me, it will be my pleasure to help you. I greatly appreciate the time provided and I remain attentive to any questions or concerns. Greetings
£157 GBP in 7 days
5.8
5.8

Hello, I’ve carefully reviewed your requirements and understand that you need an AI agent developer who can transform different business ideas into production-ready AI services and reusable modules. I have experience with Python, AI development, LangChain, chatbot systems, API development, and AI model integration. I can help design the right architecture, select suitable frameworks, build and test the agent, and deliver a maintainable microservice with clear documentation. My approach would be to first analyze each agent’s purpose and data flow, then choose the best solution between approaches such as LangChain/Rasa for conversational agents or PyTorch/TensorFlow-based workflows for analysis tasks. I can expose the final system through clean APIs, add Docker-based deployment support, and ensure reproducible environments. I will focus on modular architecture, clean code, testing, and future extensibility so new agents can follow the same development pattern. A few quick questions: • What is the first AI agent you would like to develop, and what data sources will it use? • Do you already have preferred LLM providers or models, or should I evaluate options? • Should the agents be deployed on your existing cloud infrastructure? I’m available to discuss the first agent and establish a reliable framework for future AI projects. Best regards, Carlos
£30 GBP in 7 days
5.4
5.4

Hi there, Your multi-project agents need a repeatable setup that stays modular, fast, and easy to extend. I have strong expertise in solving exactly this kind of AI Model Development work, and I’ll translate each brief into clear agent capabilities, pick the right framework such as LangChain for orchestration, then build the service with Python into a production-ready microservice or packaged module. I’ll keep the architecture clean for future swaps, add unit tests, tune latency, and ship reproducible Docker-based packaging with solid documentation. Best regards, Ian
£150 GBP in 4 days
5.1
5.1

Hi, I’ve built production AI services with Python, including modular agent microservices and reliable APIs. You need a repeatable pattern to translate each brief into an agent, pick the right AI Agent Swarms approach, and ship it as a testable microservice with Docker-based delivery. I’ll implement C Programming and AI Chatbot Development components as pluggable modules, then package clean APIs with reproducible env files. I deliver maintainable, well-tested agent systems with reliable performance and clear handover documentation. Best, Razmik
£400 GBP in 7 days
4.9
4.9

★•══•★ Hi client ★•══•★ I have recently completed similar AI agent projects, turning different business workflows into modular, production-ready services. I can design the right architecture, build the agent with Python/LangChain or suitable models, expose clean APIs, add Docker support, testing and documentation, while keeping components easy to extend. Would you like to discuss the first agent and define its core workflow? Best regards, Rico
£170 GBP in 3 days
5.0
5.0

Hello, I can design AI agents as modular microservices using Python, FastAPI, and LangChain, keeping them scalable and easy to swap components later. For example, I built a data extraction agent for a SaaS client that reduced processing time by 30% by separating the extraction logic from the API layer. I'd approach this by structuring each agent as a separate Docker container with clear interfaces, so you can swap models or update dependencies without breaking the whole system. This ensures faster iteration and lower maintenance costs. The biggest improvement will come from separating the agent logic from the deployment layer, making it easier to test and update. The goal isn't just to build the agent—it's to make it reliable enough that it can handle real-world data without errors. I provide two weeks of bug fixes and minor improvements after the project ends, so you can focus on scaling while I handle the details. If we're aligned, I'd be happy to discuss your first agent and define a reusable pattern for the others. Thanks, Lazar.
£50 GBP in 1 day
4.5
4.5

liverpool, United Kingdom
Member since Oct 9, 2016
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